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Keywords: robustness
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Proceedings Papers
Y. Sun, H. Wang, X. Zhang, J. Yang, C. Wang, J. Shao, R. Zhao, J. He, J. Shi, X. Zhang, M. Jiang, C. Liao, X. Zeng, G. Ma, S. Wang, D. Hu, Y. Yu, Y. Li
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the APOGCE 2024, October 15–17, 2024
Paper Number: SPE-221330-MS
.... This suggests that simpler, but more efficient models can outperform more complex architectures in specific tasks like SRP diagnosis. Through Grad-CAM visualization, we analyzed model predictions to identify critical features, highlighting ResNet's superior generalization ability and robustness. This work...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 17–19, 2017
Paper Number: SPE-186224-MS
... is, therefore complex since they contain small, medium, and coarse particles in various proportions depending on the targeted slurry density and set material properties. To counter this challenge, an innovative methodology and equipment to characterize the blend flowability and robustness to segregation were...